feather river redd data qc - continuation

This markdown is a continuation of mapping_qc.Rmd. Based on the issues found on that markdown, the issues will be fixed here. The goal of this markdown is to clean up the location names from Feather River redd survey data.

Summary of work that has been done so far:

• redd_initial_qc - data pull and initial qc:

  • raw data is pulled in and combined
  • variable names are cleaned
  • negative velocity values are set to NA
  • pot_depth_m >= 40 is set to NA
  • “type” is removed
  • 2023 number_redds set all to 1
  • note that 7 data entries in the raw data that had “0” in number_redds, those were set to 1
  • Data file output: “data-raw/combined_raw_data.csv”

• mapping-qc-exploration: exploration script - looks into latitude longitude and identifies issues.

• redd_qc_cont: fixed latitude/longitude provided by Chris Cook, these changes address the issues found on mapping-qc-exploration.Rmd.

## Warning in validateCoords(lng, lat, funcName): Data contains 11 rows with
## either missing or invalid lat/lon values and will be ignored

Looking into unique location names

• There are 81 unique names

##  [1] "upper cottonwood"              "cottonwood"                   
##  [3] "lower auditorium"              "moe's side channel"           
##  [5] "top of auditorium"             "upper hatchery riffle"        
##  [7] "upper auditorium"              "mid auditorium"               
##  [9] "hatchery riffle"               "developing riffle"            
## [11] "upper mcfarland"               "big riffle"                   
## [13] "g95 east bottom"               "g95 main"                     
## [15] "big hole east"                 "vance east"                   
## [17] "below big hole east"           "upper hour east"              
## [19] "upper hour"                    "mid hour"                     
## [21] "keister"                       "big bar"                      
## [23] "lower mcfarland"               "middle auditorium"            
## [25] "upper hatchery"                "hatchery"                     
## [27] "hatchery side channel"         "table mountain"               
## [29] "g95 west side channel"         "g-95 east top"                
## [31] "g-95 main"                     "lower hour"                   
## [33] "goose"                         "hour"                         
## [35] "g95 east side channel bottom"  "g95 east side channel top"    
## [37] "developing"                    "moe's ditch"                  
## [39] "lower robinson"                "trailer park"                 
## [41] "mathews"                       "g-95 east side channel bottom"
## [43] "g-95 west side channel bottom" "upper robinson"               
## [45] "weir riffle"                   "steep riffle"                 
## [47] "eye side channel"              "steep side channel"           
## [49] "aleck"                         "lower vance east"             
## [51] "vance west"                    "g95 east top"                 
## [53] "upper mathews"                 "great western"                
## [55] "lower table mountain"          "top of hatchery"              
## [57] "bedrock"                       "hatchery pipe"                
## [59] "steep"                         "below lower auditorium"       
## [61] "big hole west"                 "lower big riffle"             
## [63] "weir"                          "eye"                          
## [65] "gateway"                       "g95 west"                     
## [67] "palm"                          "matthews"                     
## [69] "upper matthews"                "bedrock riffle"               
## [71] "aleck riffle"                  "gateway side channel"         
## [73] "gateway main channel"          "goose riffle"                 
## [75] "palm riffle"                   "g95 west bottom"              
## [77] "top of audtorium"              "hatchery side channel upper"  
## [79] "big bar riffle"                "steep side"                   
## [81] "upper big hole east"

Survey location names - The following names below are survey locations names provided by Feather River team. These location names are what they have on their reports and how they categorize the locations where surveys are conducted. Redd data locations will be matched to these names

	ID	Location Name
26	26	aleck
14	14	bedrock
32	32	belowbigholeeast
13	13	belowlowerauditorium
40	40	big
42	42	bigbar
30	30	bigholeeast
31	31	bigholewest
4	4	cottonwood
45	45	developing
23	23	eye
24	24	eyesidechannel
35	35	g95eastsidechannelbottom
34	34	g95eastsidechanneltop
49	49	g95main
33	33	g95westsidechannel
25	25	gateway
39	39	goose
46	46	greatwestern
3	3	hatchery
10	10	hatcherypipe
27	27	hatcherysidechannel
38	38	keister
9	9	lowerauditorium
41	41	lowerbig
37	37	lowerhour
44	44	lowermcfarland
19	19	lowerrobinson
11	11	lowertablemountain
50	50	lowervanceeast
17	17	mathews
8	8	middleauditorium
6	6	moessidechannel
47	47	palm
20	20	steep
21	21	steepsidechannel
12	12	tablemountain
5	5	topofauditorium
48	48	topofhatchery
15	15	trailerpark
7	7	upperauditorium
2	2	uppercottonwood
1	1	upperhatchery
36	36	upperhour
16	16	uppermathews
43	43	uppermcfarland
18	18	upperrobinson
28	28	vanceeast
29	29	vancewest
22	22	weir

Identifying redd locations that do not match survey location names

##  [1] "moe'ssidechannel"          "upperhatcheryriffle"      
##  [3] "midauditorium"             "hatcheryriffle"           
##  [5] "developingriffle"          "bigriffle"                
##  [7] "g95eastbottom"             "upperhoureast"            
##  [9] "midhour"                   "g-95easttop"              
## [11] "g-95main"                  "hour"                     
## [13] "moe'sditch"                "g-95eastsidechannelbottom"
## [15] "g-95westsidechannelbottom" "weirriffle"               
## [17] "steepriffle"               "g95easttop"               
## [19] "lowerbigriffle"            "g95west"                  
## [21] "matthews"                  "uppermatthews"            
## [23] "bedrockriffle"             "aleckriffle"              
## [25] "gatewaysidechannel"        "gatewaymainchannel"       
## [27] "gooseriffle"               "palmriffle"               
## [29] "g95westbottom"             "topofaudtorium"           
## [31] "hatcherysidechannelupper"  "bigbarriffle"             
## [33] "steepside"                 "upperbigholeeast"

Redd location names that do not match survey locations, even after naming cleaning

## [1] "upperhoureast" "hour"          "moe'sditch"

Reference map to check where redds are located geographically

## Reading layer `UpperHatchery' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6687307 ymin: 2314247 xmax: 6687588 ymax: 2314478
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `UpperCottonwood' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6687338 ymin: 2314470 xmax: 6687501 ymax: 2314584
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Hatchery' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6686768 ymin: 2314085 xmax: 6687602 ymax: 2314319
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Cottonwood' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6686808 ymin: 2314384 xmax: 6687356 ymax: 2314576
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `TopofAuditorium' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6686607 ymin: 2314256 xmax: 6686876 ymax: 2314444
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `MoesSideChannel' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6685898 ymin: 2314144 xmax: 6686630 ymax: 2314314
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `UpperAuditorium' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6686353 ymin: 2314058 xmax: 6686771 ymax: 2314260
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `MiddleAuditorium' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6685943 ymin: 2314019 xmax: 6686366 ymax: 2314162
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `LowerAuditorium' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6685464 ymin: 2313863 xmax: 6685960 ymax: 2314230
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `HatcheryPipe' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6687479 ymin: 2314478 xmax: 6687878 ymax: 2314739
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `LowerTableMountain' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6687822 ymin: 2314630 xmax: 6688130 ymax: 2314868
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `TableMountain' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 3 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6688072 ymin: 2314788 xmax: 6688472 ymax: 2314985
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `BelowLowerAuditorium' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6685193 ymin: 2313847 xmax: 6685648 ymax: 2314169
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Bedrock' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6682695 ymin: 2312749 xmax: 6683802 ymax: 2313419
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `TrailerPark' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6680162 ymin: 2306199 xmax: 6680559 ymax: 2307399
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `UpperMathews' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6680207 ymin: 2305775 xmax: 6680471 ymax: 2306200
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Mathews' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6680352 ymin: 2304692 xmax: 6680684 ymax: 2305839
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `UpperRobinson' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6676191 ymin: 2296378 xmax: 6676580 ymax: 2296621
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `LowerRobinson' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6674509 ymin: 2295947 xmax: 6675369 ymax: 2296391
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Steep' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6673211 ymin: 2294520 xmax: 6673573 ymax: 2295140
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `SteepSideChannel' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6673511 ymin: 2294676 xmax: 6673717 ymax: 2295069
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Weir' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6672052 ymin: 2294085 xmax: 6673276 ymax: 2294548
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Eye' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6670264 ymin: 2292509 xmax: 6670949 ymax: 2293031
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `EyeSideChannel' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6670431 ymin: 2292364 xmax: 6671035 ymax: 2293088
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Gateway' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6667247 ymin: 2292496 xmax: 6668360 ymax: 2292813
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Aleck' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6680313 ymin: 2302212 xmax: 6680630 ymax: 2302685
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `HatcherySideChannel' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6685689 ymin: 2314184 xmax: 6686819 ymax: 2314516
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `VanceEast' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6663838 ymin: 2290378 xmax: 6664287 ymax: 2290767
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `VanceWest' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6663541 ymin: 2290211 xmax: 6663704 ymax: 2290440
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `BigHoleEast' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6664409 ymin: 2285699 xmax: 6664734 ymax: 2286250
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `BigHoleWest' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6663953 ymin: 2285776 xmax: 6664092 ymax: 2286184
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `BelowBigHoleEast' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6664412 ymin: 2284362 xmax: 6664680 ymax: 2284695
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `G95WestSideChannel' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6665461 ymin: 2282779 xmax: 6666093 ymax: 2283269
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `G95EastSideChannelTop' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6666360 ymin: 2282920 xmax: 6666678 ymax: 2283145
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `G95EastSideChannelBottom' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6667239 ymin: 2282237 xmax: 6667425 ymax: 2282477
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `UpperHour' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6667460 ymin: 2279717 xmax: 6667653 ymax: 2280184
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `LowerHour' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6666753 ymin: 2277476 xmax: 6667261 ymax: 2278751
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Keister' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6668954 ymin: 2274728 xmax: 6669697 ymax: 2275226
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Goose' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6669471 ymin: 2273343 xmax: 6669848 ymax: 2273673
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Big' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6668409 ymin: 2269743 xmax: 6668753 ymax: 2270083
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `LowerBig' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6667742 ymin: 2268073 xmax: 6668169 ymax: 2268406
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `BigBar' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6666738 ymin: 2266725 xmax: 6667043 ymax: 2267205
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `UpperMcFarland' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6665321 ymin: 2264370 xmax: 6665376 ymax: 2264551
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `LowerMcFarland' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6665234 ymin: 2262157 xmax: 6665502 ymax: 2262492
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)
## Reading layer `Developing' from data source 
##   `C:\Users\Badhia\Documents\git\feather-redd\data-raw\shapefiles\b105_redd_survey_locations_maps_2021.gdb' 
##   using driver `OpenFileGDB'
## Simple feature collection with 1 feature and 2 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XYZ
## Bounding box:  xmin: 6663833 ymin: 2262355 xmax: 6664126 ymax: 2262573
## z_range:       zmin: 0 zmax: 0
## Projected CRS: NAD83 / California zone 2 (ftUS)

Notes / observations form map:

• Great Western, Palm, Top of Hatchery, G95 Main and Lower Vance East are not included on location shapefiles provided, but we asked Chris and we should keep them
• hour: most points are located near “LowerHour”, however two are within “UpperHour”
• palm / palmriffle are not within any survey location - it was not modified
• g95main: There are two points that look like outliers from other points - we asked Chris and poins have been updated accordingly below
• lowervanceeast: 3 points are within “BigHoleEast” (these were modified to BigHoleEast), all others are off any survey location - south of “VanceEast”, north of “BigHoleEast”
• gatewaymainchannel: located on survey location Gateway, modified
• upperbigholeeast: modified to BigHoleEast
• moe’sditch: modified
• upper mathews:

Modifications - all points that fall within a survey location will be modified to match to that name

Listing redd location names that remain unmatched to any survey locations (should be 0)

## character(0)